Modelpublic

tartuNLP/est-roberta-hist-ner

sourceHugging Facecc-by-sa-4.0updated 1mo agoView on Hugging Face

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Model Card

est-roberta-hist-ner

Model description

est-roberta-hist-ner is an Est-RoBERTa based model fine-tuned for named entity recognition in Estonian 19th century parish court records (for details, see this repository). The following types of entities are recognized: person names (PER), ambiguous locations-organizations (LOC_ORG), locations (LOC), organizations (ORG) and MISC (miscellaneous names).

How to use

Recommended usage of the model is with approriate pre- and postprocessing by EstNLTK. For an usage example, see this tutorial: https://github.com/soras/vk\_ner\_lrec\_2022/blob/main/using\_bert\_ner\_tagger.ipynb

Citation

If you use this model in your work, please cite us as follows:

@InProceedings{orasmaa-EtAl:2022:LREC, author = {Orasmaa, Siim and Muischnek, Kadri and Poska, Kristjan and Edela, Anna}, title = {Named Entity Recognition in Estonian 19th Century Parish Court Records}, booktitle = {Proceedings of the Language Resources and Evaluation Conference}, month = {June}, year = {2022}, address = {Marseille, France}, publisher = {European Language Resources Association}, pages = {5304--5313}, url = {https://aclanthology.org/2022.lrec-1.568} }